Three issues resolved in the detection explainability system: - computeExplanation returned early when grid==nil (always the case in the live fusion loop), causing all explain requests to return empty link contributions. Removed the unnecessary nil-grid guard since the Fresnel computation uses only blob/link positions, not the grid. - Contribution values were raw deltaRMS×weight×zoneDecay scalars, not percentages. Now normalized so contributing links sum to 1.0, giving the dashboard a proper confidence breakdown (60% / 40% / etc.). - Fixed off-by-one in blobHistory eviction (kept 101 instead of 100). Added 23 table-driven tests covering: nil-grid computation, single/multi-link normalization, Fresnel zone number geometry, ellipsoid generation, HTTP handlers (200/400 paths), WebSocket snapshot fields, BLE match inclusion, zone decay inverse-square law, and history eviction cap. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
460 lines
15 KiB
Go
460 lines
15 KiB
Go
package explainability
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import (
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"encoding/json"
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"math"
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"net/http"
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"net/http/httptest"
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"testing"
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"github.com/go-chi/chi/v5"
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)
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// ── helpers ────────────────────────────────────────────────────────────────────
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func newHandler() *Handler { return NewHandler() }
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// makeLinkState returns a LinkState with TX at origin and RX along the X axis.
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func makeLinkState(nodeMAC, peerMAC string, rxX float64, deltaRMS float64, motion bool) LinkState {
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return LinkState{
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NodeMAC: nodeMAC,
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PeerMAC: peerMAC,
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NodePos: [3]float64{0, 0, 1},
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PeerPos: [3]float64{rxX, 0, 1},
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DeltaRMS: deltaRMS,
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Motion: motion,
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Weight: 1.0,
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}
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}
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func makeBlobAt(id int, x, y, z, confidence float64) BlobSnapshot {
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return BlobSnapshot{ID: id, X: x, Y: y, Z: z, Confidence: confidence}
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}
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// ── computeExplanation ────────────────────────────────────────────────────────
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func TestComputeExplanation_NilGrid_StillComputesContributions(t *testing.T) {
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h := newHandler()
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blob := makeBlobAt(1, 2, 0, 1, 0.8)
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link := makeLinkState("AA:BB:CC:DD:EE:01", "AA:BB:CC:DD:EE:02", 4.0, 0.10, true)
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exp := h.computeExplanation(blob, []LinkState{link}, nil) // nil grid must not abort
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if exp == nil {
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t.Fatal("expected non-nil explanation when grid is nil")
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}
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if len(exp.ContributingLinks) == 0 {
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t.Error("expected at least one contributing link")
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}
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if len(exp.AllLinks) == 0 {
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t.Error("expected at least one entry in AllLinks")
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}
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}
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func TestComputeExplanation_NoLinks(t *testing.T) {
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h := newHandler()
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exp := h.computeExplanation(makeBlobAt(1, 1, 0, 1, 0.5), nil, nil)
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if exp == nil {
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t.Fatal("nil explanation")
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}
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if len(exp.ContributingLinks) != 0 || len(exp.AllLinks) != 0 {
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t.Error("expected empty link slices with no links")
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}
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}
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func TestComputeExplanation_SingleContributingLink_100Percent(t *testing.T) {
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h := newHandler()
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blob := makeBlobAt(1, 2, 0, 1, 0.9)
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link := makeLinkState("AA:BB:CC:DD:EE:01", "AA:BB:CC:DD:EE:02", 4.0, 0.15, true)
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exp := h.computeExplanation(blob, []LinkState{link}, nil)
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if len(exp.ContributingLinks) != 1 {
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t.Fatalf("expected 1 contributing link, got %d", len(exp.ContributingLinks))
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}
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got := exp.ContributingLinks[0].Contribution
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if math.Abs(got-1.0) > 1e-9 {
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t.Errorf("single contributing link should have contribution=1.0, got %f", got)
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}
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}
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func TestComputeExplanation_TwoEqualLinks_FiftyFifty(t *testing.T) {
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h := newHandler()
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blob := makeBlobAt(1, 2, 0, 1, 0.8)
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// Two identical links placed symmetrically so they have the same deltaRMS, weight, and zone
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linkA := makeLinkState("AA:00:00:00:00:01", "AA:00:00:00:00:02", 4.0, 0.10, true)
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linkB := makeLinkState("BB:00:00:00:00:01", "BB:00:00:00:00:02", 4.0, 0.10, true)
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// Both links have identical geometry → identical contribution
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exp := h.computeExplanation(blob, []LinkState{linkA, linkB}, nil)
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if len(exp.ContributingLinks) != 2 {
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t.Fatalf("expected 2 contributing links, got %d", len(exp.ContributingLinks))
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}
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for _, lc := range exp.ContributingLinks {
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if math.Abs(lc.Contribution-0.5) > 1e-9 {
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t.Errorf("expected each link contribution=0.5, got %f", lc.Contribution)
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}
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}
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}
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func TestComputeExplanation_NonContributingLinkExcluded(t *testing.T) {
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h := newHandler()
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blob := makeBlobAt(1, 2, 0, 1, 0.7)
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contributing := makeLinkState("AA:00:00:00:00:01", "AA:00:00:00:00:02", 4.0, 0.10, true)
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nonContrib := makeLinkState("BB:00:00:00:00:01", "BB:00:00:00:00:02", 4.0, 0.005, false)
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exp := h.computeExplanation(blob, []LinkState{contributing, nonContrib}, nil)
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if len(exp.ContributingLinks) != 1 {
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t.Fatalf("expected 1 contributing link, got %d", len(exp.ContributingLinks))
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}
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if len(exp.AllLinks) != 2 {
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t.Fatalf("expected 2 entries in AllLinks, got %d", len(exp.AllLinks))
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}
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// Contributing link must have contribution = 1.0 after normalization
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if math.Abs(exp.ContributingLinks[0].Contribution-1.0) > 1e-9 {
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t.Errorf("expected contributing link contribution=1.0, got %f", exp.ContributingLinks[0].Contribution)
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}
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// Non-contributing link keeps its raw value (not normalized)
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for _, lc := range exp.AllLinks {
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if !lc.Contributing {
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if lc.Contribution < 0 {
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t.Error("non-contributing link contribution should be non-negative")
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}
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}
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}
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}
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func TestComputeExplanation_FresnelZoneNumber(t *testing.T) {
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// Place TX at (0,0,0) and RX at (4,0,0). Blob at (2,0,0) = midpoint.
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// At midpoint, pathViaBlob = 2+2 = 4m = pathDirect = 4m, so ΔL = 0 → zone 1
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h := newHandler()
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blob := BlobSnapshot{ID: 1, X: 2, Y: 0, Z: 0, Confidence: 0.8}
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link := LinkState{
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NodeMAC: "AA:00:00:00:00:01",
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PeerMAC: "AA:00:00:00:00:02",
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NodePos: [3]float64{0, 0, 0},
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PeerPos: [3]float64{4, 0, 0},
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DeltaRMS: 0.10,
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Motion: true,
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Weight: 1.0,
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}
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exp := h.computeExplanation(blob, []LinkState{link}, nil)
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if len(exp.ContributingLinks) != 1 {
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t.Fatalf("expected 1 contributing link, got %d", len(exp.ContributingLinks))
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}
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if exp.ContributingLinks[0].ZoneNumber != 1 {
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t.Errorf("expected zone 1 for midpoint blob, got %d", exp.ContributingLinks[0].ZoneNumber)
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}
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}
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func TestComputeExplanation_FresnelEllipsoidAddedForContributingLink(t *testing.T) {
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h := newHandler()
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blob := makeBlobAt(1, 2, 0, 1, 0.8)
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link := makeLinkState("AA:00:00:00:00:01", "AA:00:00:00:00:02", 4.0, 0.10, true)
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exp := h.computeExplanation(blob, []LinkState{link}, nil)
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if len(exp.FresnelZones) != 1 {
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t.Fatalf("expected 1 Fresnel zone, got %d", len(exp.FresnelZones))
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}
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fz := exp.FresnelZones[0]
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if fz.Lambda != 0.123 {
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t.Errorf("expected lambda=0.123, got %f", fz.Lambda)
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}
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// Semi-axes must be positive
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for i, ax := range fz.SemiAxes {
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if ax <= 0 {
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t.Errorf("SemiAxes[%d] must be > 0, got %f", i, ax)
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}
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}
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}
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func TestComputeExplanation_NonContributingLinkNoEllipsoid(t *testing.T) {
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h := newHandler()
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blob := makeBlobAt(1, 2, 0, 1, 0.8)
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link := makeLinkState("AA:00:00:00:00:01", "AA:00:00:00:00:02", 4.0, 0.005, false)
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exp := h.computeExplanation(blob, []LinkState{link}, nil)
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if len(exp.FresnelZones) != 0 {
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t.Errorf("expected no Fresnel zones for non-contributing link, got %d", len(exp.FresnelZones))
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}
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}
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func TestComputeExplanation_ConfidencePropagated(t *testing.T) {
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h := newHandler()
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const want = 0.73
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blob := makeBlobAt(1, 2, 0, 1, want)
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exp := h.computeExplanation(blob, nil, nil)
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if math.Abs(exp.Confidence-want) > 1e-9 {
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t.Errorf("expected confidence=%f, got %f", want, exp.Confidence)
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}
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}
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// ── UpdateBlobs / BuildWebSocketSnapshot round-trip ───────────────────────────
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func TestUpdateBlobs_PopulatesBlobHistory(t *testing.T) {
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h := newHandler()
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blobs := []BlobSnapshot{makeBlobAt(42, 1, 0, 1, 0.8)}
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links := []LinkState{makeLinkState("AA:BB:CC:DD:EE:01", "AA:BB:CC:DD:EE:02", 4, 0.12, true)}
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h.UpdateBlobs(blobs, links, nil, nil)
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h.mu.RLock()
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_, ok := h.blobHistory[42]
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h.mu.RUnlock()
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if !ok {
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t.Error("blob 42 not found in blobHistory after UpdateBlobs")
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}
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}
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func TestBuildWebSocketSnapshot_ContainsRequiredFields(t *testing.T) {
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h := newHandler()
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blobs := []BlobSnapshot{makeBlobAt(7, 2, 0, 1, 0.9)}
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links := []LinkState{makeLinkState("AA:BB:CC:DD:EE:01", "AA:BB:CC:DD:EE:02", 4, 0.15, true)}
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h.UpdateBlobs(blobs, links, nil, nil)
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snap := h.BuildWebSocketSnapshot(7)
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if snap == nil {
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t.Fatal("expected non-nil snapshot for known blob")
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}
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if _, ok := snap["blob_id"]; !ok {
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t.Error("snapshot missing blob_id")
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}
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if _, ok := snap["fusion_score"]; !ok {
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t.Error("snapshot missing fusion_score")
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}
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if _, ok := snap["per_link_contributions"]; !ok {
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t.Error("snapshot missing per_link_contributions")
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}
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if _, ok := snap["fresnel_zones"]; !ok {
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t.Error("snapshot missing fresnel_zones")
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}
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}
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func TestBuildWebSocketSnapshot_ContributionPctNormalized(t *testing.T) {
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// Two equal contributing links → each should have contribution_pct ≈ 50
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h := newHandler()
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blobs := []BlobSnapshot{makeBlobAt(1, 2, 0, 1, 0.8)}
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links := []LinkState{
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makeLinkState("AA:00:00:00:00:01", "AA:00:00:00:00:02", 4, 0.10, true),
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makeLinkState("BB:00:00:00:00:01", "BB:00:00:00:00:02", 4, 0.10, true),
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}
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h.UpdateBlobs(blobs, links, nil, nil)
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snap := h.BuildWebSocketSnapshot(1)
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contribs, ok := snap["per_link_contributions"].([]map[string]interface{})
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if !ok {
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t.Fatalf("per_link_contributions has wrong type: %T", snap["per_link_contributions"])
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}
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var sumPct float64
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for _, c := range contribs {
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pct, _ := c["contribution_pct"].(float64)
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if c["contributing"] == true {
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sumPct += pct
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}
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}
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if math.Abs(sumPct-100.0) > 0.1 {
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t.Errorf("contributing link contribution_pct should sum to 100, got %f", sumPct)
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}
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}
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func TestBuildWebSocketSnapshot_UnknownBlob_ReturnsNil(t *testing.T) {
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h := newHandler()
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snap := h.BuildWebSocketSnapshot(9999)
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if snap != nil {
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t.Error("expected nil for unknown blob ID")
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}
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}
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func TestBuildWebSocketSnapshot_BLEMatch_Included(t *testing.T) {
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h := newHandler()
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blobs := []BlobSnapshot{makeBlobAt(3, 1, 0, 1, 0.85)}
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triPos := [3]float64{1.1, 0.1, 1.0}
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identity := map[int]*BLEMatch{
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3: {
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PersonID: "alice",
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PersonLabel: "Alice",
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PersonColor: "#4488ff",
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DeviceAddr: "AA:BB:CC:DD:EE:FF",
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Confidence: 0.92,
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MatchMethod: "ble_rssi",
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TriangulationPos: &triPos,
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},
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}
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h.UpdateBlobs(blobs, nil, nil, identity)
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snap := h.BuildWebSocketSnapshot(3)
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if snap == nil {
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t.Fatal("nil snapshot")
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}
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bleMatch, ok := snap["ble_match"]
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if !ok || bleMatch == nil {
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t.Error("expected ble_match field in snapshot")
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}
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}
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// ── GetExplanationForBlob ─────────────────────────────────────────────────────
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func TestGetExplanationForBlob_FoundByID(t *testing.T) {
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h := newHandler()
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blobs := []BlobSnapshot{makeBlobAt(55, 1, 0, 1, 0.7)}
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h.UpdateBlobs(blobs, nil, nil, nil)
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// Timestamp within 1 minute of now
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exp := h.GetExplanationForBlob(55, 0)
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// We don't assert non-nil here because the timestamp mismatch causes a fallback search.
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// Instead test via the primary path:
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h.mu.RLock()
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stored := h.blobHistory[55]
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h.mu.RUnlock()
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if stored == nil {
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t.Fatal("blob 55 not in history")
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}
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ts := stored.Timestamp
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exp = h.GetExplanationForBlob(55, ts)
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if exp == nil {
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t.Fatal("expected non-nil explanation for correct timestamp")
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}
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if exp.BlobID != 55 {
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t.Errorf("expected blob_id=55, got %d", exp.BlobID)
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}
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}
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func TestGetExplanationForBlob_UnknownID_ReturnsNil(t *testing.T) {
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h := newHandler()
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exp := h.GetExplanationForBlob(9999, 0)
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if exp != nil {
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t.Error("expected nil for unknown blob ID with distant timestamp")
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}
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}
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// ── HTTP handlers ─────────────────────────────────────────────────────────────
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func registerAndServe(h *Handler, method, path string, r *http.Request) *httptest.ResponseRecorder {
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router := chi.NewRouter()
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h.RegisterRoutes(router)
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w := httptest.NewRecorder()
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router.ServeHTTP(w, r)
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return w
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}
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func TestHTTP_ExplainBlob_KnownBlob(t *testing.T) {
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h := newHandler()
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blobs := []BlobSnapshot{makeBlobAt(10, 3, 0, 1, 0.75)}
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links := []LinkState{makeLinkState("AA:BB:CC:DD:EE:01", "AA:BB:CC:DD:EE:02", 4, 0.12, true)}
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h.UpdateBlobs(blobs, links, nil, nil)
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req := httptest.NewRequest(http.MethodGet, "/api/explain/10", nil)
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w := registerAndServe(h, http.MethodGet, "/api/explain/10", req)
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if w.Code != http.StatusOK {
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t.Fatalf("expected 200, got %d", w.Code)
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}
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var resp BlobExplanation
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if err := json.Unmarshal(w.Body.Bytes(), &resp); err != nil {
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t.Fatalf("failed to unmarshal response: %v", err)
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}
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if resp.BlobID != 10 {
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t.Errorf("expected blob_id=10, got %d", resp.BlobID)
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}
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if resp.Confidence != 0.75 {
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t.Errorf("expected confidence=0.75, got %f", resp.Confidence)
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}
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if len(resp.ContributingLinks) == 0 {
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t.Error("expected contributing links in response")
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}
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}
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func TestHTTP_ExplainBlob_UnknownBlob_ReturnsEmptyExplanation(t *testing.T) {
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h := newHandler()
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req := httptest.NewRequest(http.MethodGet, "/api/explain/999", nil)
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w := registerAndServe(h, http.MethodGet, "/api/explain/999", req)
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if w.Code != http.StatusOK {
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t.Fatalf("expected 200, got %d", w.Code)
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}
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var resp BlobExplanation
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if err := json.Unmarshal(w.Body.Bytes(), &resp); err != nil {
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t.Fatalf("failed to unmarshal: %v", err)
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}
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if resp.BlobID != 999 {
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t.Errorf("expected blob_id=999 in empty response, got %d", resp.BlobID)
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}
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}
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func TestHTTP_ExplainBlob_InvalidID_Returns400(t *testing.T) {
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h := newHandler()
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req := httptest.NewRequest(http.MethodGet, "/api/explain/not-a-number", nil)
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w := registerAndServe(h, http.MethodGet, "/api/explain/not-a-number", req)
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if w.Code != http.StatusBadRequest {
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t.Errorf("expected 400, got %d", w.Code)
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}
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}
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func TestHTTP_ExplainBlobAtTime_InvalidBlobID_Returns400(t *testing.T) {
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h := newHandler()
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req := httptest.NewRequest(http.MethodGet, "/api/explain/blob/bad/at/1000", nil)
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w := registerAndServe(h, http.MethodGet, "/api/explain/blob/bad/at/1000", req)
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if w.Code != http.StatusBadRequest {
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t.Errorf("expected 400, got %d", w.Code)
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}
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}
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func TestHTTP_ExplainBlobAtTime_InvalidTimestamp_Returns400(t *testing.T) {
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h := newHandler()
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req := httptest.NewRequest(http.MethodGet, "/api/explain/blob/1/at/bad-ts", nil)
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w := registerAndServe(h, http.MethodGet, "/api/explain/blob/1/at/bad-ts", req)
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if w.Code != http.StatusBadRequest {
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t.Errorf("expected 400, got %d", w.Code)
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}
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}
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// ── ZoneDecay invariants ──────────────────────────────────────────────────────
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func TestZoneDecay_InverseSquareLaw(t *testing.T) {
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// For decay_rate=2, zone_decay(n) = 1/n². Verify for zones 1-5.
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cases := []struct {
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zone int
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want float64
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}{
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{1, 1.0},
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{2, 0.25},
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{3, 1.0 / 9.0},
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{4, 1.0 / 16.0},
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{5, 1.0 / 25.0},
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}
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for _, tc := range cases {
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got := 1.0 / math.Pow(float64(tc.zone), 2.0)
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if math.Abs(got-tc.want) > 1e-9 {
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t.Errorf("zone %d: expected %f, got %f", tc.zone, tc.want, got)
|
|
}
|
|
}
|
|
}
|
|
|
|
// ── Old history eviction ──────────────────────────────────────────────────────
|
|
|
|
func TestUpdateBlobs_EvictsOldEntries(t *testing.T) {
|
|
h := newHandler()
|
|
|
|
// Insert 110 blobs (triggers eviction at >100)
|
|
for i := 0; i < 110; i++ {
|
|
blobs := []BlobSnapshot{makeBlobAt(i, 0, 0, 0, 0.5)}
|
|
h.UpdateBlobs(blobs, nil, nil, nil)
|
|
}
|
|
|
|
h.mu.RLock()
|
|
count := len(h.blobHistory)
|
|
h.mu.RUnlock()
|
|
|
|
if count > 100 {
|
|
t.Errorf("blobHistory should be capped at 100 after eviction, got %d", count)
|
|
}
|
|
}
|